{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Import Libraries Required**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import glob\n",
    "\n",
    "from PIL import Image\n",
    "import pickle\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelBinarizer\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, Dropout, Activation, Flatten, Input\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Baseball', 'Basketball', 'Football', 'Hockey', 'Soccer']"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Retrieve and list out Image folders in downloads\n",
    "\n",
    "folder_names = [name for name in os.listdir(\"./downloads\")]\n",
    "\n",
    "folder_names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Load Images**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\v_sha\\AppData\\Local\\Programs\\Python\\Python37\\lib\\site-packages\\PIL\\TiffImagePlugin.py:804: UserWarning: Corrupt EXIF data.  Expecting to read 4 bytes but only got 0. \n",
      "  warnings.warn(str(msg))\n"
     ]
    }
   ],
   "source": [
    "#Create X and y variables for training and test images\n",
    "\n",
    "X = []\n",
    "y = []\n",
    "\n",
    "for folder in folder_names:\n",
    "    try:\n",
    "        files = glob.glob(\"downloads/\" + folder + \"/*\")\n",
    "        for file in files:\n",
    "            img = Image.open(file)\n",
    "            img = img.resize((200,200))\n",
    "            img = np.asarray(img)\n",
    "            img = np.array(img, dtype = \"float32\")\n",
    "            img /= 255\n",
    "            if img.shape == (200,200,3):\n",
    "                X.append(img)\n",
    "                label = folder.split(\"_\")[0]\n",
    "                y.append(label)\n",
    "                \n",
    "    except:\n",
    "        print(\"downloads/\" + folder + \"/\" + file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Inspect Data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3329, 200, 200, 3)"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Convert into array/Inspect shape of X\n",
    "\n",
    "X = np.array(X)\n",
    "y = np.array(y)\n",
    "\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20bb8c32908>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Inspect an Image\n",
    "\n",
    "plt.imshow(X[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Prep Data for Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Instantiate train-test-split of data\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Hockey', 'Baseball', 'Soccer', 'Football', 'Soccer'], dtype='<U10')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Create label(classes) of images\n",
    "\n",
    "labels = {\n",
    "    0: \"Baseball\",\n",
    "    1: \"Basketball\",\n",
    "    2: \"Football\",\n",
    "    3: \"Hockey\",\n",
    "    4: \"Soccer\"\n",
    "}\n",
    "\n",
    "y_train[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Instantiate LabelBinarizer and transform Data\n",
    "\n",
    "lb = LabelBinarizer()\n",
    "\n",
    "y_train = lb.fit_transform(y_train)\n",
    "y_test = lb.transform(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Hockey'], dtype='<U10')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lb.inverse_transform(y_train[[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20bb8c69948>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_train[0][:, :, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200, 3)"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train[0].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Instantiate & Create Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_6 (Conv2D)            (None, 198, 198, 6)       168       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_6 (MaxPooling2 (None, 66, 66, 6)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_7 (Conv2D)            (None, 64, 64, 16)        880       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_7 (MaxPooling2 (None, 21, 21, 16)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_8 (Conv2D)            (None, 19, 19, 26)        3770      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_8 (MaxPooling2 (None, 6, 6, 26)          0         \n",
      "_________________________________________________________________\n",
      "flatten_2 (Flatten)          (None, 936)               0         \n",
      "_________________________________________________________________\n",
      "dense_6 (Dense)              (None, 128)               119936    \n",
      "_________________________________________________________________\n",
      "dropout_4 (Dropout)          (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_7 (Dense)              (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dropout_5 (Dropout)          (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              (None, 5)                 325       \n",
      "=================================================================\n",
      "Total params: 133,335\n",
      "Trainable params: 133,335\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "#Instantiate Model\n",
    "\n",
    "cnn_model = Sequential()\n",
    "\n",
    "# Add a convolutional layer\n",
    "cnn_model.add(Conv2D(filters = 6,\n",
    "                     kernel_size = 3,\n",
    "                     activation = \"relu\",\n",
    "                    input_shape=(200, 200, 3)))\n",
    "\n",
    "# Add a pooling layer\n",
    "cnn_model.add(MaxPooling2D(pool_size = (3,3)))\n",
    "\n",
    "# Add a second convolutional layer\n",
    "cnn_model.add(Conv2D(kernel_size = 3,\n",
    "                     filters = 16,\n",
    "                     activation = \"relu\"))\n",
    "\n",
    "# Add a second pooling layer\n",
    "cnn_model.add(MaxPooling2D(pool_size = (3,3)))\n",
    "\n",
    "# Add a third convolutional layer\n",
    "cnn_model.add(Conv2D(kernel_size = 3,\n",
    "                     filters = 26,\n",
    "                     activation = \"relu\"))\n",
    "\n",
    "# Add a third pooling layer\n",
    "cnn_model.add(MaxPooling2D(pool_size = (3,3)))\n",
    "\n",
    "# Flatten the 3D array to 1D array\n",
    "cnn_model.add(Flatten())\n",
    "\n",
    "# Add in first perceptrons\n",
    "cnn_model.add(Dense(128, activation = \"relu\"))\n",
    "\n",
    "# Add in a Dropout\n",
    "cnn_model.add(Dropout(0.5))\n",
    "\n",
    "# Add in second perceptrons\n",
    "cnn_model.add(Dense(64, activation = \"relu\"))\n",
    "\n",
    "# Add in a second Dropout\n",
    "cnn_model.add(Dropout(0.5))\n",
    "\n",
    "# Output\n",
    "cnn_model.add(Dense(len(lb.classes_), activation = \"softmax\"))\n",
    "\n",
    "cnn_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn_model.compile(loss='categorical_crossentropy',\n",
    "                 optimizer = 'adam',\n",
    "                 metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 2496 samples, validate on 833 samples\n",
      "Epoch 1/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 1.1772 - acc: 0.5341 - val_loss: 1.0706 - val_acc: 0.5894\n",
      "Epoch 2/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 1.1117 - acc: 0.5845 - val_loss: 1.0125 - val_acc: 0.6002\n",
      "Epoch 3/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 1.0608 - acc: 0.5950 - val_loss: 0.9880 - val_acc: 0.6146\n",
      "Epoch 4/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 1.0158 - acc: 0.6218 - val_loss: 0.9496 - val_acc: 0.6531\n",
      "Epoch 5/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 0.9805 - acc: 0.6230 - val_loss: 0.9186 - val_acc: 0.6615\n",
      "Epoch 6/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 0.9461 - acc: 0.6462 - val_loss: 0.9020 - val_acc: 0.6675\n",
      "Epoch 7/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 0.9264 - acc: 0.6558 - val_loss: 0.9020 - val_acc: 0.6603\n",
      "Epoch 8/10\n",
      "2496/2496 [==============================] - 27s 11ms/sample - loss: 0.8887 - acc: 0.6719 - val_loss: 0.8919 - val_acc: 0.6603\n",
      "Epoch 9/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 0.8573 - acc: 0.6843 - val_loss: 0.8853 - val_acc: 0.6795\n",
      "Epoch 10/10\n",
      "2496/2496 [==============================] - 28s 11ms/sample - loss: 0.8153 - acc: 0.7083 - val_loss: 0.8811 - val_acc: 0.6759\n"
     ]
    }
   ],
   "source": [
    "history = cnn_model.fit(X_train,\n",
    "                       y_train,\n",
    "                       batch_size=256,\n",
    "                       validation_data = (X_test, y_test),\n",
    "                       epochs = 10,\n",
    "                       verbose =1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plot Results**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot Training and Testing Loss:\n",
    "\n",
    "# Check out our train loss and test loss over epochs.\n",
    "train_loss = history.history['loss']\n",
    "test_loss = history.history['val_loss']\n",
    "\n",
    "# Set figure size.\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# Generate line plot of training, testing loss over epochs.\n",
    "plt.plot(train_loss, label='Training Loss', color='#185fad')\n",
    "plt.plot(test_loss, label='Testing Loss', color='orange')\n",
    "\n",
    "# Set title\n",
    "plt.title('Training and Testing Loss by Epoch', fontsize = 25)\n",
    "plt.xlabel('Epoch', fontsize = 18)\n",
    "plt.ylabel('Categorical Crossentropy', fontsize = 18)\n",
    "plt.xticks([0, 1, 2, 3, 4])\n",
    "\n",
    "plt.legend(fontsize = 18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Check Final Model Score**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "833/833 [==============================] - 4s 5ms/sample - loss: 0.8811 - acc: 0.6759\n"
     ]
    }
   ],
   "source": [
    "cnn_score = cnn_model.evaluate(X_test, y_test, verbose=1)\n",
    "\n",
    "cnn_labels = cnn_model.metrics_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNN loss  : 0.8811053355344061\n",
      "CNN acc   : 0.6758703589439392\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(f'CNN {cnn_labels[0]}  : {cnn_score[0]}')\n",
    "print(f'CNN {cnn_labels[1]}   : {cnn_score[1]}')\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.07499167, 0.03237927, 0.6936199 , 0.0064147 , 0.19259445]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.set_printoptions(suppress = True)\n",
    "\n",
    "cnn_model.predict(np.array([X_test[0]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_train = [np.argmax(i) for i in (cnn_model.predict(X_train))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "label = {i:name for i, name in enumerate(lb.classes_)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_train = [label[i] for i in y_pred_train]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Baseball', 'Baseball', 'Baseball', ..., 'Soccer', 'Soccer',\n",
       "       'Soccer'], dtype='<U10')"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Soccer'"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lb.classes_[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Baseball', 'Basketball', 'Football', 'Hockey', 'Soccer'],\n",
       "      dtype='<U10')"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lb.classes_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20c4ca3ce88>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_test[4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Baseball', 'Baseball', 'Baseball', ..., 'Soccer', 'Soccer',\n",
       "       'Soccer'], dtype='<U10')"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Baseball</th>\n",
       "      <th>Basketball</th>\n",
       "      <th>Football</th>\n",
       "      <th>Hockey</th>\n",
       "      <th>Soccer</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Baseball</th>\n",
       "      <td>473</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>22</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Basketball</th>\n",
       "      <td>72</td>\n",
       "      <td>267</td>\n",
       "      <td>33</td>\n",
       "      <td>63</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Football</th>\n",
       "      <td>67</td>\n",
       "      <td>40</td>\n",
       "      <td>346</td>\n",
       "      <td>22</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hockey</th>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>10</td>\n",
       "      <td>399</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Soccer</th>\n",
       "      <td>46</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>395</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Baseball  Basketball  Football  Hockey  Soccer\n",
       "Baseball         473          12        16      22      48\n",
       "Basketball        72         267        33      63      16\n",
       "Football          67          40       346      22     103\n",
       "Hockey             3          15        10     399       2\n",
       "Soccer            46           8        14       4     395"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con_matrix = confusion_matrix(lb.inverse_transform(y_train), y_pred_train)\n",
    "pd.DataFrame(con_matrix, columns = lb.classes_, index = lb.classes_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "check = pd.DataFrame({\"y_true\": lb.inverse_transform(y_train), \"y_pred\" : y_pred_train})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y_true</th>\n",
       "      <th>y_pred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Hockey</td>\n",
       "      <td>Hockey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Baseball</td>\n",
       "      <td>Football</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Soccer</td>\n",
       "      <td>Soccer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Football</td>\n",
       "      <td>Football</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Soccer</td>\n",
       "      <td>Soccer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     y_true    y_pred\n",
       "0    Hockey    Hockey\n",
       "1  Baseball  Football\n",
       "2    Soccer    Soccer\n",
       "3  Football  Football\n",
       "4    Soccer    Soccer"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20c4c8f8b08>"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(X_train[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn_model.save('model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = load_model('model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.07499167, 0.03237927, 0.6936199 , 0.0064147 , 0.19259445]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(np.array([X_test[0]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 200, 200, 3)"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array([X_test[0]]).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = Image.open('C:\\\\Users\\\\v_sha\\\\OneDrive\\\\Desktop\\\\traps.jpg')\n",
    "img = img.resize((200,200))\n",
    "img = np.asarray(img)\n",
    "img = np.array(img, dtype = \"float32\")\n",
    "img /= 255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20c4ef7dcc8>"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200, 3)"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.1584541 , 0.6740077 , 0.10330806, 0.00869948, 0.05553056]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(img.reshape(1,200,200,3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'Baseball', 1: 'Basketball', 2: 'Football', 3: 'Hockey', 4: 'Soccer'}"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Baseball', 'Basketball', 'Football', 'Hockey', 'Soccer'],\n",
       "      dtype='<U10')"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lb.classes_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "class_name = lb.classes_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Baseball', 'Basketball', 'Football', 'Hockey', 'Soccer'],\n",
       "      dtype='<U10')"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(class_name, open('classes.pkl', 'wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_name = pickle.load(open('classes.pkl', 'rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Baseball', 'Basketball', 'Football', 'Hockey', 'Soccer'],\n",
       "      dtype='<U10')"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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